One or more non-transitory computer readable media storing instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:
- obtaining first data indicating a plurality of properties of a wellbore;
- determining a plurality of types of completion equipment available for deployment at the wellbore;
- determining, using a computerized neural network, a plurality of quality metrics based on the first data, wherein each of the quality metrics represents an estimated likelihood of success of deploying a respective one of the types of completion equipment at the wellbore;
- selecting, based on the quality metrics, a first type of completion equipment from among the types of completion equipment for deployment at the wellbore;
- and
- causing a graphical user interface to be displayed to a user, the graphical user interface comprising:
- an indication of each of the types of completion equipment,
- an indication of each of the quality metrics, and
- an indication of selection of the first type of completion equipment, and
- wherein the computerized neural network comprises a plurality of interconnected nodes, including:
- a plurality of input nodes,
- a plurality of output nodes, and
- a plurality of weighted nodes interconnecting the plurality of input nodes and the plurality of output nodes,
- wherein the computerized neural network is trained based on second data regarding one or more additional wellbores, wherein the second data comprises, for each of the additional wellbores:
- an indication of a plurality of properties of the additional wellbore,
- an indication of one of the types of completion equipment deployed at the additional wellbore, and
- an indication of an additional quality metric for the type of completion equipment deployed at the additional wellbore, and
- wherein training the computerized neural network comprises determining a transfer function based on the second data,
- wherein the transfer function defines a relationship between the plurality of input nodes and the plurality of output nodes according to the plurality of weighted nodes,
- wherein each of the input nodes corresponds to a different respect one of the properties of the wellbore, and
- wherein each of the output nodes corresponds to a different one of the quality metrics.